Overview
Brought to you by YData
Dataset statistics
| Number of variables | 10 |
|---|---|
| Number of observations | 768 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 60.1 KiB |
| Average record size in memory | 80.2 B |
Variable types
| Numeric | 6 |
|---|---|
| Categorical | 4 |
X1 is highly overall correlated with X2 and 4 other fields | High correlation |
X2 is highly overall correlated with X1 and 4 other fields | High correlation |
X3 is highly overall correlated with X4 and 1 other fields | High correlation |
X4 is highly overall correlated with X1 and 5 other fields | High correlation |
X5 is highly overall correlated with X1 and 5 other fields | High correlation |
X7 is highly overall correlated with X8 and 1 other fields | High correlation |
X8 is highly overall correlated with X7 | High correlation |
Y1 is highly overall correlated with X1 and 5 other fields | High correlation |
Y2 is highly overall correlated with X1 and 4 other fields | High correlation |
X5 is uniformly distributed | Uniform |
X6 is uniformly distributed | Uniform |
X8 has 48 (6.2%) zeros | Zeros |
Reproduction
| Analysis started | 2025-07-11 03:28:03.945637 |
|---|---|
| Analysis finished | 2025-07-11 03:28:06.142450 |
| Duration | 2.2 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
X1
Real number (ℝ)
High correlation
| Distinct | 12 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.76416667 |
| Minimum | 0.62 |
|---|---|
| Maximum | 0.98 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.1 KiB |
Quantile statistics
| Minimum | 0.62 |
|---|---|
| 5-th percentile | 0.62 |
| Q1 | 0.6825 |
| median | 0.75 |
| Q3 | 0.83 |
| 95-th percentile | 0.98 |
| Maximum | 0.98 |
| Range | 0.36 |
| Interquartile range (IQR) | 0.1475 |
Descriptive statistics
| Standard deviation | 0.10577748 |
|---|---|
| Coefficient of variation (CV) | 0.138422 |
| Kurtosis | -0.70656754 |
| Mean | 0.76416667 |
| Median Absolute Deviation (MAD) | 0.08 |
| Skewness | 0.49551251 |
| Sum | 586.88 |
| Variance | 0.011188874 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 0.98 | 64 | |
| 0.9 | 64 | |
| 0.86 | 64 | |
| 0.82 | 64 | |
| 0.79 | 64 | |
| 0.76 | 64 | |
| 0.74 | 64 | |
| 0.71 | 64 | |
| 0.69 | 64 | |
| 0.66 | 64 | |
| Other values (2) | 128 |
| Value | Count | Frequency (%) |
| 0.62 | 64 | |
| 0.64 | 64 | |
| 0.66 | 64 | |
| 0.69 | 64 | |
| 0.71 | 64 | |
| 0.74 | 64 | |
| 0.76 | 64 | |
| 0.79 | 64 | |
| 0.82 | 64 | |
| 0.86 | 64 |
| Value | Count | Frequency (%) |
| 0.98 | 64 | |
| 0.9 | 64 | |
| 0.86 | 64 | |
| 0.82 | 64 | |
| 0.79 | 64 | |
| 0.76 | 64 | |
| 0.74 | 64 | |
| 0.71 | 64 | |
| 0.69 | 64 | |
| 0.66 | 64 |
X2
Real number (ℝ)
High correlation
| Distinct | 12 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 671.70833 |
| Minimum | 514.5 |
|---|---|
| Maximum | 808.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.1 KiB |
Quantile statistics
| Minimum | 514.5 |
|---|---|
| 5-th percentile | 514.5 |
| Q1 | 606.375 |
| median | 673.75 |
| Q3 | 741.125 |
| 95-th percentile | 808.5 |
| Maximum | 808.5 |
| Range | 294 |
| Interquartile range (IQR) | 134.75 |
Descriptive statistics
| Standard deviation | 88.086116 |
|---|---|
| Coefficient of variation (CV) | 0.13113745 |
| Kurtosis | -1.0594542 |
| Mean | 671.70833 |
| Median Absolute Deviation (MAD) | 73.5 |
| Skewness | -0.12513088 |
| Sum | 515872 |
| Variance | 7759.1638 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 514.5 | 64 | |
| 563.5 | 64 | |
| 588 | 64 | |
| 612.5 | 64 | |
| 637 | 64 | |
| 661.5 | 64 | |
| 686 | 64 | |
| 710.5 | 64 | |
| 735 | 64 | |
| 759.5 | 64 | |
| Other values (2) | 128 |
| Value | Count | Frequency (%) |
| 514.5 | 64 | |
| 563.5 | 64 | |
| 588 | 64 | |
| 612.5 | 64 | |
| 637 | 64 | |
| 661.5 | 64 | |
| 686 | 64 | |
| 710.5 | 64 | |
| 735 | 64 | |
| 759.5 | 64 |
| Value | Count | Frequency (%) |
| 808.5 | 64 | |
| 784 | 64 | |
| 759.5 | 64 | |
| 735 | 64 | |
| 710.5 | 64 | |
| 686 | 64 | |
| 661.5 | 64 | |
| 637 | 64 | |
| 612.5 | 64 | |
| 588 | 64 |
X3
Real number (ℝ)
High correlation
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 318.5 |
| Minimum | 245 |
|---|---|
| Maximum | 416.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.1 KiB |
Quantile statistics
| Minimum | 245 |
|---|---|
| 5-th percentile | 245 |
| Q1 | 294 |
| median | 318.5 |
| Q3 | 343 |
| 95-th percentile | 416.5 |
| Maximum | 416.5 |
| Range | 171.5 |
| Interquartile range (IQR) | 49 |
Descriptive statistics
| Standard deviation | 43.626481 |
|---|---|
| Coefficient of variation (CV) | 0.13697482 |
| Kurtosis | 0.11659327 |
| Mean | 318.5 |
| Median Absolute Deviation (MAD) | 24.5 |
| Skewness | 0.53341749 |
| Sum | 244608 |
| Variance | 1903.2699 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 294 | 192 | |
| 318.5 | 192 | |
| 343 | 128 | |
| 416.5 | 64 | 8.3% |
| 245 | 64 | 8.3% |
| 269.5 | 64 | 8.3% |
| 367.5 | 64 | 8.3% |
| Value | Count | Frequency (%) |
| 245 | 64 | 8.3% |
| 269.5 | 64 | 8.3% |
| 294 | 192 | |
| 318.5 | 192 | |
| 343 | 128 | |
| 367.5 | 64 | 8.3% |
| 416.5 | 64 | 8.3% |
| Value | Count | Frequency (%) |
| 416.5 | 64 | 8.3% |
| 367.5 | 64 | 8.3% |
| 343 | 128 | |
| 318.5 | 192 | |
| 294 | 192 | |
| 269.5 | 64 | 8.3% |
| 245 | 64 | 8.3% |
X4
Categorical
High correlation
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.1 KiB |
| 220.5 | |
|---|---|
| 147.0 | |
| 122.5 | |
| 110.25 |
Length
| Max length | 6 |
|---|---|
| Median length | 5 |
| Mean length | 5.0833333 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 110.25 |
|---|---|
| 2nd row | 110.25 |
| 3rd row | 110.25 |
| 4th row | 110.25 |
| 5th row | 122.5 |
Common Values
| Value | Count | Frequency (%) |
| 220.5 | 384 | |
| 147.0 | 192 | |
| 122.5 | 128 | 16.7% |
| 110.25 | 64 | 8.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 220.5 | 384 | |
| 147.0 | 192 | |
| 122.5 | 128 | 16.7% |
| 110.25 | 64 | 8.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 1088 | |
| . | 768 | |
| 0 | 640 | |
| 5 | 576 | |
| 1 | 448 | |
| 4 | 192 | 4.9% |
| 7 | 192 | 4.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 3136 | |
| Other Punctuation | 768 | 19.7% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 1088 | |
| 0 | 640 | |
| 5 | 576 | |
| 1 | 448 | |
| 4 | 192 | 6.1% |
| 7 | 192 | 6.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 768 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 3904 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 1088 | |
| . | 768 | |
| 0 | 640 | |
| 5 | 576 | |
| 1 | 448 | |
| 4 | 192 | 4.9% |
| 7 | 192 | 4.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3904 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 1088 | |
| . | 768 | |
| 0 | 640 | |
| 5 | 576 | |
| 1 | 448 | |
| 4 | 192 | 4.9% |
| 7 | 192 | 4.9% |
X5
Categorical
High correlation Uniform
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.1 KiB |
| 7.0 | |
|---|---|
| 3.5 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 7.0 |
|---|---|
| 2nd row | 7.0 |
| 3rd row | 7.0 |
| 4th row | 7.0 |
| 5th row | 7.0 |
Common Values
| Value | Count | Frequency (%) |
| 7.0 | 384 | |
| 3.5 | 384 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 7.0 | 384 | |
| 3.5 | 384 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 768 | |
| 7 | 384 | |
| 0 | 384 | |
| 3 | 384 | |
| 5 | 384 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1536 | |
| Other Punctuation | 768 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 7 | 384 | |
| 0 | 384 | |
| 3 | 384 | |
| 5 | 384 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 768 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2304 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 768 | |
| 7 | 384 | |
| 0 | 384 | |
| 3 | 384 | |
| 5 | 384 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2304 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 768 | |
| 7 | 384 | |
| 0 | 384 | |
| 3 | 384 | |
| 5 | 384 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 3 |
| 3rd row | 4 |
| 4th row | 5 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 192 | |
| 3 | 192 | |
| 4 | 192 | |
| 5 | 192 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 192 | |
| 3 | 192 | |
| 4 | 192 | |
| 5 | 192 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 192 | |
| 3 | 192 | |
| 4 | 192 | |
| 5 | 192 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 768 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 192 | |
| 3 | 192 | |
| 4 | 192 | |
| 5 | 192 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 768 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 192 | |
| 3 | 192 | |
| 4 | 192 | |
| 5 | 192 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 768 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 192 | |
| 3 | 192 | |
| 4 | 192 | |
| 5 | 192 |
X7
Categorical
High correlation
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.1 KiB |
| 0.1 | |
|---|---|
| 0.25 | |
| 0.4 | |
| 0.0 |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.3125 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.1 | 240 | |
| 0.25 | 240 | |
| 0.4 | 240 | |
| 0.0 | 48 | 6.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.1 | 240 | |
| 0.25 | 240 | |
| 0.4 | 240 | |
| 0.0 | 48 | 6.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 816 | |
| . | 768 | |
| 1 | 240 | 9.4% |
| 2 | 240 | 9.4% |
| 5 | 240 | 9.4% |
| 4 | 240 | 9.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1776 | |
| Other Punctuation | 768 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 816 | |
| 1 | 240 | 13.5% |
| 2 | 240 | 13.5% |
| 5 | 240 | 13.5% |
| 4 | 240 | 13.5% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 768 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2544 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 816 | |
| . | 768 | |
| 1 | 240 | 9.4% |
| 2 | 240 | 9.4% |
| 5 | 240 | 9.4% |
| 4 | 240 | 9.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2544 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 816 | |
| . | 768 | |
| 1 | 240 | 9.4% |
| 2 | 240 | 9.4% |
| 5 | 240 | 9.4% |
| 4 | 240 | 9.4% |
X8
Real number (ℝ)
High correlation Zeros
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.8125 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 48 |
| Zeros (%) | 6.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1.75 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2.25 |
Descriptive statistics
| Standard deviation | 1.5509597 |
|---|---|
| Coefficient of variation (CV) | 0.55145233 |
| Kurtosis | -1.1487088 |
| Mean | 2.8125 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.088689175 |
| Sum | 2160 |
| Variance | 2.4054759 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 1 | 144 | |
| 2 | 144 | |
| 3 | 144 | |
| 4 | 144 | |
| 5 | 144 | |
| 0 | 48 | 6.2% |
| Value | Count | Frequency (%) |
| 0 | 48 | 6.2% |
| 1 | 144 | |
| 2 | 144 | |
| 3 | 144 | |
| 4 | 144 | |
| 5 | 144 |
| Value | Count | Frequency (%) |
| 5 | 144 | |
| 4 | 144 | |
| 3 | 144 | |
| 2 | 144 | |
| 1 | 144 | |
| 0 | 48 | 6.2% |
Y1
Real number (ℝ)
High correlation
| Distinct | 586 |
|---|---|
| Distinct (%) | 76.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.307201 |
| Minimum | 6.01 |
|---|---|
| Maximum | 43.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.1 KiB |
Quantile statistics
| Minimum | 6.01 |
|---|---|
| 5-th percentile | 10.4635 |
| Q1 | 12.9925 |
| median | 18.95 |
| Q3 | 31.6675 |
| 95-th percentile | 39.86 |
| Maximum | 43.1 |
| Range | 37.09 |
| Interquartile range (IQR) | 18.675 |
Descriptive statistics
| Standard deviation | 10.090196 |
|---|---|
| Coefficient of variation (CV) | 0.45232909 |
| Kurtosis | -1.2455719 |
| Mean | 22.307201 |
| Median Absolute Deviation (MAD) | 7.515 |
| Skewness | 0.36044889 |
| Sum | 17131.93 |
| Variance | 101.81205 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 15.16 | 6 | 0.8% |
| 13 | 5 | 0.7% |
| 15.55 | 4 | 0.5% |
| 10.68 | 4 | 0.5% |
| 28.15 | 4 | 0.5% |
| 15.23 | 4 | 0.5% |
| 15.09 | 4 | 0.5% |
| 12.93 | 4 | 0.5% |
| 14.6 | 4 | 0.5% |
| 32.31 | 4 | 0.5% |
| Other values (576) | 725 |
| Value | Count | Frequency (%) |
| 6.01 | 1 | |
| 6.04 | 1 | |
| 6.05 | 1 | |
| 6.07 | 1 | |
| 6.37 | 2 | |
| 6.4 | 2 | |
| 6.77 | 1 | |
| 6.79 | 1 | |
| 6.81 | 1 | |
| 6.85 | 1 |
| Value | Count | Frequency (%) |
| 43.1 | 1 | |
| 42.96 | 1 | |
| 42.77 | 1 | |
| 42.74 | 1 | |
| 42.62 | 1 | |
| 42.5 | 1 | |
| 42.49 | 1 | |
| 42.11 | 1 | |
| 42.08 | 1 | |
| 41.96 | 1 |
Y2
Real number (ℝ)
High correlation
| Distinct | 636 |
|---|---|
| Distinct (%) | 82.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.58776 |
| Minimum | 10.9 |
|---|---|
| Maximum | 48.03 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.1 KiB |
Quantile statistics
| Minimum | 10.9 |
|---|---|
| 5-th percentile | 13.6175 |
| Q1 | 15.62 |
| median | 22.08 |
| Q3 | 33.1325 |
| 95-th percentile | 40.037 |
| Maximum | 48.03 |
| Range | 37.13 |
| Interquartile range (IQR) | 17.5125 |
Descriptive statistics
| Standard deviation | 9.5133056 |
|---|---|
| Coefficient of variation (CV) | 0.38691224 |
| Kurtosis | -1.1471903 |
| Mean | 24.58776 |
| Median Absolute Deviation (MAD) | 7.54 |
| Skewness | 0.39599247 |
| Sum | 18883.4 |
| Variance | 90.502983 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 21.33 | 4 | 0.5% |
| 29.79 | 4 | 0.5% |
| 14.27 | 4 | 0.5% |
| 17.2 | 4 | 0.5% |
| 14.28 | 4 | 0.5% |
| 13.65 | 3 | 0.4% |
| 14.61 | 3 | 0.4% |
| 16.9 | 3 | 0.4% |
| 13.79 | 3 | 0.4% |
| 15.44 | 3 | 0.4% |
| Other values (626) | 733 |
| Value | Count | Frequency (%) |
| 10.9 | 1 | |
| 10.94 | 1 | |
| 11.17 | 1 | |
| 11.19 | 1 | |
| 11.27 | 1 | |
| 11.29 | 1 | |
| 11.67 | 1 | |
| 11.72 | 1 | |
| 11.73 | 1 | |
| 11.74 | 1 |
| Value | Count | Frequency (%) |
| 48.03 | 1 | |
| 47.59 | 1 | |
| 47.01 | 1 | |
| 46.94 | 1 | |
| 46.44 | 1 | |
| 46.23 | 1 | |
| 45.97 | 1 | |
| 45.59 | 1 | |
| 45.52 | 1 | |
| 45.48 | 1 |
Interactions
Correlations
| X1 | X2 | X3 | X4 | X5 | X6 | X7 | X8 | Y1 | Y2 | |
|---|---|---|---|---|---|---|---|---|---|---|
| X1 | 1.000 | -1.000 | -0.256 | 0.939 | 0.908 | 0.000 | 0.000 | 0.000 | 0.622 | 0.651 |
| X2 | -1.000 | 1.000 | 0.256 | 0.923 | 0.995 | 0.000 | 0.000 | 0.000 | -0.622 | -0.651 |
| X3 | -0.256 | 0.256 | 1.000 | 0.596 | 0.618 | 0.000 | 0.000 | 0.000 | 0.471 | 0.416 |
| X4 | 0.939 | 0.923 | 0.596 | 1.000 | 0.999 | 0.000 | 0.000 | 0.000 | 0.623 | 0.629 |
| X5 | 0.908 | 0.995 | 0.618 | 0.999 | 1.000 | 0.000 | 0.000 | 0.000 | 0.960 | 0.963 |
| X6 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| X7 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.573 | 0.533 | 0.359 |
| X8 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.573 | 1.000 | 0.068 | 0.046 |
| Y1 | 0.622 | -0.622 | 0.471 | 0.623 | 0.960 | 0.000 | 0.533 | 0.068 | 1.000 | 0.973 |
| Y2 | 0.651 | -0.651 | 0.416 | 0.629 | 0.963 | 0.000 | 0.359 | 0.046 | 0.973 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| X1 | X2 | X3 | X4 | X5 | X6 | X7 | X8 | Y1 | Y2 | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.98 | 514.5 | 294.0 | 110.25 | 7.0 | 2 | 0.0 | 0 | 15.55 | 21.33 |
| 1 | 0.98 | 514.5 | 294.0 | 110.25 | 7.0 | 3 | 0.0 | 0 | 15.55 | 21.33 |
| 2 | 0.98 | 514.5 | 294.0 | 110.25 | 7.0 | 4 | 0.0 | 0 | 15.55 | 21.33 |
| 3 | 0.98 | 514.5 | 294.0 | 110.25 | 7.0 | 5 | 0.0 | 0 | 15.55 | 21.33 |
| 4 | 0.90 | 563.5 | 318.5 | 122.50 | 7.0 | 2 | 0.0 | 0 | 20.84 | 28.28 |
| 5 | 0.90 | 563.5 | 318.5 | 122.50 | 7.0 | 3 | 0.0 | 0 | 21.46 | 25.38 |
| 6 | 0.90 | 563.5 | 318.5 | 122.50 | 7.0 | 4 | 0.0 | 0 | 20.71 | 25.16 |
| 7 | 0.90 | 563.5 | 318.5 | 122.50 | 7.0 | 5 | 0.0 | 0 | 19.68 | 29.60 |
| 8 | 0.86 | 588.0 | 294.0 | 147.00 | 7.0 | 2 | 0.0 | 0 | 19.50 | 27.30 |
| 9 | 0.86 | 588.0 | 294.0 | 147.00 | 7.0 | 3 | 0.0 | 0 | 19.95 | 21.97 |
| X1 | X2 | X3 | X4 | X5 | X6 | X7 | X8 | Y1 | Y2 | |
|---|---|---|---|---|---|---|---|---|---|---|
| 758 | 0.66 | 759.5 | 318.5 | 220.5 | 3.5 | 4 | 0.4 | 5 | 14.92 | 17.55 |
| 759 | 0.66 | 759.5 | 318.5 | 220.5 | 3.5 | 5 | 0.4 | 5 | 15.16 | 18.06 |
| 760 | 0.64 | 784.0 | 343.0 | 220.5 | 3.5 | 2 | 0.4 | 5 | 17.69 | 20.82 |
| 761 | 0.64 | 784.0 | 343.0 | 220.5 | 3.5 | 3 | 0.4 | 5 | 18.19 | 20.21 |
| 762 | 0.64 | 784.0 | 343.0 | 220.5 | 3.5 | 4 | 0.4 | 5 | 18.16 | 20.71 |
| 763 | 0.64 | 784.0 | 343.0 | 220.5 | 3.5 | 5 | 0.4 | 5 | 17.88 | 21.40 |
| 764 | 0.62 | 808.5 | 367.5 | 220.5 | 3.5 | 2 | 0.4 | 5 | 16.54 | 16.88 |
| 765 | 0.62 | 808.5 | 367.5 | 220.5 | 3.5 | 3 | 0.4 | 5 | 16.44 | 17.11 |
| 766 | 0.62 | 808.5 | 367.5 | 220.5 | 3.5 | 4 | 0.4 | 5 | 16.48 | 16.61 |
| 767 | 0.62 | 808.5 | 367.5 | 220.5 | 3.5 | 5 | 0.4 | 5 | 16.64 | 16.03 |